{"id":"W4404066373","doi":"10.2196/52121","title":"Tailoring a Skills-Based Serostatus Disclosure Intervention for Transgender Women in South Africa: Protocol for a Usability and Feasibility Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Usability; Preprint; Protocol (science); Transgender; Intervention (counseling); Psychology; Applied psychology; Medical education; Medicine; Computer science; Nursing; World Wide Web; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0310596,0.00335226,0.004026811,0.002561037,0.00428664,0.002567041,0.003122458,0.004519721,0.05750067],"category_scores_gemma":[0.02633279,0.002795694,0.003252692,0.001431216,0.002519737,0.002705639,0.00283784,0.006012292,0.008800567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00389681,"about_ca_system_score_gemma":0.01621695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003485507,"about_ca_topic_score_gemma":0.005996961,"domain_scores_codex":[0.9876106,0.006723431,0.001696641,0.0009089019,0.001340052,0.001720387],"domain_scores_gemma":[0.9869654,0.004132813,0.001290598,0.001708475,0.004294877,0.001607869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1264311,0.1585576,0.007698113,0.07720284,0.0009181109,0.005535993,0.02524327,0.007694355,0.02761243,0.01175266,0.09274436,0.4586092],"study_design_scores_gemma":[0.2298492,0.1697606,0.0444519,0.02708812,0.001044787,0.001144426,0.01772975,0.005842439,0.01716627,0.01226525,0.4727284,0.0009288629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002267672,0.00004653068,0.001300033,0.00007594241,0.00005025321,0.9954095,0.000338769,0.0000354553,0.0004757794],"genre_scores_gemma":[0.0009836446,0.00006267057,0.002222024,0.00005781103,0.00000866004,0.9963812,0.00005879506,0.000003467878,0.000221654],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05750067,"threshold_uncertainty_score":0.1923589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.325130277538136,"score_gpt":0.5809697460336325,"score_spread":0.2558394684954965,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}